Data Study on Community Health and Healthcare Quality

Posted on Apr 30, 2017

Data Study on Community Health and Healthcare Quality

The skills the author demoed here can be learned through taking Data Science with Machine Learning bootcamp with NYC Data Science Academy.


Hospitals – that’s where sick people go. While it is still true, the Affordable Care Act (aka Obamacare) has changed the role of hospitals in the community. In addition to expanding healthcare access, data shows Obamacare focused on reducing healthcare costs and increasing healthcare quality. The idea is to further integrate hospitals into the local public health framework to better manage community health through preventative and coordinated services to reduce costs. In a nutshell, hospitals are charged with the task to care of not only the patients but also their communities.


The reality is managing the health of a community is not an easy task and many hospitals struggle
to define their place. Experts have further suggested that this integration might be associated with healthcare outcomes, because post-hospital care is critical to patients’ recovery. For example, a recently discharged stroke patient will less likely end up in the hospital again if the patient is provided with resources to develop healthier nutrition and exercise habit in the community. Therefore, in this blog, I would like to assess the association between health disparities and healthcare quality using a data visualization tool.



This blog used two different datasets. The 500 Cities Project was developed by the Centers for Disease Control and Prevention to provide local estimates on health behavior, preventative care, and disease prevalence for 500 US cities based on the 2010 census results. Hospital compare website publicly reports all quality data from Medicare serving hospitals. Using these quality measures, the Centers for Medicare and Medicaid Services calculates a summary overall rating (1-5 stars, 5 is the best) for each hospital. The two datasets were combined using zip codes and city name.

Data Study on Community Health and Healthcare Quality           Data Study on Community Health and Healthcare Quality



  • Mapping health

    disparities and healthcare qualitymap_health

The map is designed to allow users to visually assess trends in healthcare and health disparities. A total of 437 cities and 1402 hospitals were included. On average, each city has about 3 hospitals with a mean of 3-star rating. The radius of each city reflects the number of hospitals. Cities with a higher mean hospital quality ratings tend to have higher coverage of preventative care, such as insurance coverage and screening and vaccination among elderly.

In addition, the disease prevalence (i.e., high blood pressure and diabetes) and unhealthy behavior, such as smoking and obesity, were lower in cities with higher quality hospitals. Significant differences in several health indicators were found among cities with different mean quality ratings, and were included in the city profile design. Some regional differences were also found. Cities in the Western US were less likely to have preventative care coverage, such as routine physician check up or screenings. On the other hand, cities in the eastern parts of US had higher rates of unhealthy behavior and prevalence of chronic disease.


  • City Profile:

Screenshot at Apr 30 01-04-48The city profile provides an overview of the hospital infrastructure for 30 of the most populated US cities. The dashboard is designed to help city officials, public health agencies, and hospitals to prioritize key issues in community health by benchmarking city data with national estimates. In addition, a prevalence map with hospital locations were provided to allow hospitals to identify some of the challenges in their local community by census tract to design outreach programs that can be effective in intervening the disparities.


While the future of Obamacare remains uncertain, hospitals’ role in community health cannot be replaced. This pilot analysis using city-level data has provided some initial evidence on the association between community health and healthcare quality. More studies are needed to evaluate the association given different hospital and community characteristics. For example, teaching/university hospitals often serve as regional healthcare hub, and the community they serve is much larger than a medium size community hospital. Using hospital as a leverage in the community, public health agencies and city officials need to consult the data to better understand and address the healthcare needs of the community to improve community health.


About Author

Jason Chiu

Jason is a public health researcher and healthcare quality professional. He is passionate about using data to improve social enterprises. Jason is also an avid music aficionado and an amateur composer. He enjoys a wide range of music,...
View all posts by Jason Chiu >

Related Articles

Leave a Comment

bvlgari serpenti watch ladies Knockoff May 10, 2017
SANFL needs all the money it can get to for some recent payouts!! bvlgari serpenti watch ladies Knockoff

View Posts by Categories

Our Recent Popular Posts

View Posts by Tags

#python #trainwithnycdsa 2019 2020 Revenue 3-points agriculture air quality airbnb airline alcohol Alex Baransky algorithm alumni Alumni Interview Alumni Reviews Alumni Spotlight alumni story Alumnus ames dataset ames housing dataset apartment rent API Application artist aws bank loans beautiful soup Best Bootcamp Best Data Science 2019 Best Data Science Bootcamp Best Data Science Bootcamp 2020 Best Ranked Big Data Book Launch Book-Signing bootcamp Bootcamp Alumni Bootcamp Prep boston safety Bundles cake recipe California Cancer Research capstone car price Career Career Day citibike classic cars classpass clustering Coding Course Demo Course Report covid 19 credit credit card crime frequency crops D3.js data data analysis Data Analyst data analytics data for tripadvisor reviews data science Data Science Academy Data Science Bootcamp Data science jobs Data Science Reviews Data Scientist Data Scientist Jobs data visualization database Deep Learning Demo Day Discount disney dplyr drug data e-commerce economy employee employee burnout employer networking environment feature engineering Finance Financial Data Science fitness studio Flask flight delay gbm Get Hired ggplot2 googleVis H20 Hadoop hallmark holiday movie happiness healthcare frauds higgs boson Hiring hiring partner events Hiring Partners hotels housing housing data housing predictions housing price hy-vee Income Industry Experts Injuries Instructor Blog Instructor Interview insurance italki Job Job Placement Jobs Jon Krohn JP Morgan Chase Kaggle Kickstarter las vegas airport lasso regression Lead Data Scienctist Lead Data Scientist leaflet league linear regression Logistic Regression machine learning Maps market matplotlib Medical Research Meet the team meetup methal health miami beach movie music Napoli NBA netflix Networking neural network Neural networks New Courses NHL nlp NYC NYC Data Science nyc data science academy NYC Open Data nyc property NYCDSA NYCDSA Alumni Online Online Bootcamp Online Training Open Data painter pandas Part-time performance phoenix pollutants Portfolio Development precision measurement prediction Prework Programming public safety PwC python Python Data Analysis python machine learning python scrapy python web scraping python webscraping Python Workshop R R Data Analysis R language R Programming R Shiny r studio R Visualization R Workshop R-bloggers random forest Ranking recommendation recommendation system regression Remote remote data science bootcamp Scrapy scrapy visualization seaborn seafood type Selenium sentiment analysis sentiment classification Shiny Shiny Dashboard Spark Special Special Summer Sports statistics streaming Student Interview Student Showcase SVM Switchup Tableau teachers team team performance TensorFlow Testimonial tf-idf Top Data Science Bootcamp Top manufacturing companies Transfers tweets twitter videos visualization wallstreet wallstreetbets web scraping Weekend Course What to expect whiskey whiskeyadvocate wildfire word cloud word2vec XGBoost yelp youtube trending ZORI